{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 线性回归 之 最小二乘法 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "波士顿放假数据集字段书名\n",
    "* CRIM 房屋所在镇犯罪率\n",
    "* ZN 面积大于25000平方英尺住宅所占比例\n",
    "* INDUS 房屋所在镇非零售区所占比例\n",
    "* CHASS 房屋是否是位于河边的，河边为1，否则为0\n",
    "* NOX 一氧化氮浓度\n",
    "* RM 平均房间数量\n",
    "* AGE 1940年前建成房屋所占的比例\n",
    "* DIS 房屋距离波士顿五大就业中心的加权距离\n",
    "* RAD 距离房屋最近的公路\n",
    "* TAX 税收额度\n",
    "* PTRATIO 房屋所在镇师生比例\n",
    "* BLACK 计算公式： 1000*(房屋所在镇非美籍人口所在比例 - 0.63)**2\n",
    "* LSTAT 弱势群体人口所占比例\n",
    "* MEDV 房间平均价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 506 entries, 0 to 505\n",
      "Data columns (total 15 columns):\n",
      "Unnamed: 0    506 non-null int64\n",
      "crim          506 non-null float64\n",
      "zn            506 non-null float64\n",
      "indus         506 non-null float64\n",
      "chas          506 non-null int64\n",
      "nox           506 non-null float64\n",
      "rm            506 non-null float64\n",
      "age           506 non-null float64\n",
      "dis           506 non-null float64\n",
      "rad           506 non-null int64\n",
      "tax           506 non-null int64\n",
      "ptratio       506 non-null float64\n",
      "black         506 non-null float64\n",
      "lstat         506 non-null float64\n",
      "medv          506 non-null float64\n",
      "dtypes: float64(11), int64(4)\n",
      "memory usage: 59.4 KB\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv(r\"dataset/boston.csv\")\n",
    "# display(data)\n",
    "data.info() # 可用来查看数据有没缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LinearRegression:\n",
    "    '''最下二乘法实现'''\n",
    "    def fit(self, X, y):\n",
    "        # 类数组类型，形如 [样本数量，特征数量]，特征矩阵\n",
    "        X = np.asmatrix(X) \n",
    "        # 类数组类型，形如 [样本数量]\n",
    "        y = np.asmatrix(y) \n",
    "        # 由于y是一维格式，而矩阵是二位格式，这里需要将y转为二维  \n",
    "        # reshape(行数量, 列数量)。(-1,1)表示转换为n行1列\n",
    "        y = y.reshape(-1, 1) \n",
    "        # 最小二乘法公式\n",
    "        # ************核心*************\n",
    "        self.w_ = (X.T * X).I * X.T * y \n",
    "    def predict(self, X):\n",
    "        '''根据参数传递的样本X对数据进行预测\n",
    "        Parameters\n",
    "        -----\n",
    "        X: 类数组类型：形状：[样本数量, 特征数量]\n",
    "        \n",
    "        Return 预测结果\n",
    "        '''\n",
    "        X = np.asmatrix(X.copy()) # 拷贝X并转为矩阵。为什么要copy呢？要求为数组对象的完整对象，不能是一部分\n",
    "        result = X * self.w_ # fit中对w已经计算好，这里直接乘以X即可\n",
    "        return np.array(result).ravel() # 转为数组，并将数组扁平化，转为一维\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16.89257506996268"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "matrix([[-2.25548227e-03],\n",
       "        [-9.36187378e-02],\n",
       "        [ 4.57218914e-02],\n",
       "        [ 3.67703558e-03],\n",
       "        [ 2.43746753e+00],\n",
       "        [-2.96521997e+00],\n",
       "        [ 5.61875896e+00],\n",
       "        [-4.94763610e-03],\n",
       "        [-8.73950002e-01],\n",
       "        [ 2.49282064e-01],\n",
       "        [-1.14626177e-02],\n",
       "        [-2.50045098e-01],\n",
       "        [ 1.49996195e-02],\n",
       "        [-4.56440342e-01]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不考虑截距\n",
    "t = data.sample(len(data),random_state=0)\n",
    "train_X = t.iloc[:400, :-1]\n",
    "train_y = t.iloc[:400, -1]\n",
    "test_X = t.iloc[400:, :-1]\n",
    "test_y = t.iloc[400:, -1]\n",
    "lr = LinearRegression()\n",
    "lr.fit(train_X, train_y)\n",
    "result = lr.predict(test_X)\n",
    "display(np.mean((result - test_y)**2)) # 求MSE\n",
    "display(lr.w_) # 查看训练好的权重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17.1018681608589"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "matrix([[ 4.02498625e+01],\n",
       "        [-2.74427257e-03],\n",
       "        [-1.10979116e-01],\n",
       "        [ 4.32293333e-02],\n",
       "        [ 9.03681121e-03],\n",
       "        [ 2.05744578e+00],\n",
       "        [-1.91879749e+01],\n",
       "        [ 3.31129080e+00],\n",
       "        [ 3.60479588e-03],\n",
       "        [-1.42037452e+00],\n",
       "        [ 4.04808653e-01],\n",
       "        [-1.49919227e-02],\n",
       "        [-8.64215948e-01],\n",
       "        [ 8.37948723e-03],\n",
       "        [-5.67927413e-01]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 考虑截距，增加全1的一列\n",
    "t = data.sample(len(data), random_state=0)\n",
    "# t[\"Intercept\"] = 1 #此方法新增的一列在最后一列\n",
    "new_columns = t.columns.insert(0, \"Intercept\")\n",
    "# 重新安培列的顺序，设置0填充\n",
    "t = t.reindex(columns=new_columns, fill_value=1)\n",
    "train_X = t.iloc[:400, :-1]\n",
    "train_y = t.iloc[:400, -1]\n",
    "test_X = t.iloc[400:, :-1]\n",
    "test_y = t.iloc[400:, -1]\n",
    "lr = LinearRegression()\n",
    "lr.fit(train_X, train_y)\n",
    "result = lr.predict(test_X)\n",
    "display(np.mean((result - test_y)**2)) # 求MSE\n",
    "display(lr.w_) # 查看训练好的权重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "mpl.rcParams[\"font.family\"] = \"SimHei\"\n",
    "mpl.rcParams[\"axes.unicode_minus\"] = False # 显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(result, 'ro-')  # 红色圆圈表示\"不带\"权重鱼的预测值\n",
    "plt.plot(test_y.values, 'go-') # 绿色圆圈表示测试集真实值\n",
    "plt.title('LSM预测')\n",
    "plt.xlabel('样本序号')\n",
    "plt.ylabel('房价')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
